experiment: improve semantic graph projection

Experiment 13 — Semantic Facilitator Translation

- Classify nodes by semantic role (observation, question, explanation,
  scaffolding, relationship) rather than graph kind. Scaffolding suppressed
  entirely before section routing.
- Three-tier filtering: scaffolding patterns > internal vocabulary > technical
  summary patterns. Prevents structural noise from contaminating user-facing
  sections.
- Deduplicate by normalised text — merge duplicate observations expressing the
  same finding.
- Route resolved unknowns and assumptions to known section with epistemic
  labels instead of treating them as unresolved questions.
- Prefer concrete observations (numbers, change language, temporal refs) over
  abstract labels in ranking.
- Closed Experiment 12 as confirmed. Added Experiment 13 documentation.
- Updated UX guidelines with Semantic Projection principles.
- 37 tests: filtering, classification, deduplication, ranking, framing, mock
  data integration, edge cases.
This commit is contained in:
2026-08-05 15:26:29 +01:00
parent 1998b84ae1
commit 6eaf0fc246
4 changed files with 692 additions and 36 deletions
+165 -32
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@@ -11,6 +11,11 @@
* 3. Possible explanations — assumptions and tentative causal claims
* 4. Quiet reasoning summary — secondary counts from the same graph
*
* Key design: this adapter classifies nodes by *semantic role* rather than
* simply projecting graph kinds. Internal graph concepts (metrics, systems,
* scaffolding, technical summaries) are suppressed from the user-facing view.
* Translation quality matters more than layout completeness.
*
* All filtering, deduplication and ranking is deterministic and uses only
* existing graph fields. No new backend data or API contracts are required.
*/
@@ -59,6 +64,38 @@ const TECHNICAL_SUMMARY_PATTERNS = [
/\b(?:node|edge|unknown|state)\s+count/i,
];
// Patterns that flag content as scaffolding — structural glue the user does not need to see.
const SCAFFOLDING_PATTERNS = [
// Scenario summaries and setup descriptions
/\bsummary\s*of\s*(?:scenario|situation|problem|context|background)\b/i,
/(?:^|\s)summary\s*[:\.]?\s*/i,
// Process labels — the user cares about findings, not processes
/\b(?:process|approach|workflow|methodology|procedure)\s+describes?\b/i,
// System/tool references that are implementation details
/\b(?:system|tool|platform|interface|framework|engine|library|component)\s+(?:for|that|which|used|providing|supporting)\b/i,
/(?:logging|measurement|reporting|tracking|monitoring)\s+(?:system|tool|mechanism|framework|approach)\b/i,
// Metric object descriptions (the metric itself is fine; describing the *object* is not)
/\b(?:metric|measure|indicator|KPI)\s+describes?\b/i,
/\b(?:metric|measure|indicator)\s+(?:captures?|tracks?|quantifies?|represents?)\b/i,
// Graph artefacts — nodes describing themselves or other graph elements
/(?:graph|diagram|visualization)\s+(?:showing|depicting|illustrating|displaying)\b/i,
/\bnodes?\s*representing?\b/i,
// "Current situation" type labels that are pure scaffolding
/\b(?:current\s+)?(?:situation|state|scenario|context)\b.*\b(describes?|is|represents?|shows)\b/i,
// Vague state-of-play descriptions
/\b(?:is\s+(?:a\s+)?(?:situation|case|scenario|context|problem))\b/i,
];
// Patterns that flag content as implementation/technical vocabulary the user should not see.
const INTERNAL_VOCAB_PATTERNS = [
// Technical summary language
/\b(?:total|overall)\s+(?:count|number|figure)\s+of\b/i,
/(?:complaint|incident|issue)\s+logging\s+(?:system|tool|mechanism|process)\b/i,
/(?:performance|quality|production)\s+(?:measurement|monitoring)\s+(?:tools?|systems?)\b/i,
// "Scaffolding" kind of description masquerading as content
/\b(?:summary|overview|background\s+context)\s+of\b/i,
];
/**
* Decide whether a raw graph text item should be included in the panel.
* Returns { included, displayText, reason } where reason is null when accepted.
@@ -68,16 +105,36 @@ function filterItem(raw) {
const description = raw.description;
const kind = raw.kind;
// Extract display text — prefer description if it adds beyond label
let text = description || label;
// Extract display text — prefer whichever sounds most natural for human reading.
let text;
if (description && typeof description === "string" && description.trim()) {
// Prefer the longer, more informative text.
if (description !== label) {
text = description;
} else {
text = label;
}
} else {
text = label || "";
}
if (!text || typeof text !== "string") return { included: false, reason: "empty" };
const trimmed = text.trim();
if (!trimmed) return { included: false, reason: "empty" };
// Depriorise items that are purely technical summaries
for (var i = 0; i < TECHNICAL_SUMMARY_PATTERNS.length; i++) {
if (TECHNICAL_SUMMARY_PATTERNS[i].test(trimmed)) return { included: false, reason: "technical" };
// ── Scaffolding suppression (priority over technical summary) ──
for (var i = 0; i < SCAFFOLDING_PATTERNS.length; i++) {
if (SCAFFOLDING_PATTERNS[i].test(trimmed)) return { included: false, reason: "scaffolding" };
}
// ── Internal vocabulary suppression ──
for (var j = 0; j < INTERNAL_VOCAB_PATTERNS.length; j++) {
if (INTERNAL_VOCAB_PATTERNS[j].test(trimmed)) return { included: false, reason: "internal-vocab" };
}
// ── Technical summary suppression (existing) ──
for (var k = 0; k < TECHNICAL_SUMMARY_PATTERNS.length; k++) {
if (TECHNICAL_SUMMARY_PATTERNS[k].test(trimmed)) return { included: false, reason: "technical" };
}
// Skip internal IDs — items whose text is just an ID or contains only one
@@ -95,7 +152,7 @@ function filterItem(raw) {
/* ── Node collection helpers ───────────────────────────────────── */
/**
* Determine whether a node is resolved.
* Determine whether a node is resolved (explicitly closed).
*/
function isResolved(node, resolvedIds) {
return resolvedIds.has(node.id) || node.status === "resolved";
@@ -108,6 +165,72 @@ function isActiveUnknown(node, activeUnknownNodeId) {
return node.id === activeUnknownNodeId;
}
/**
* Determine whether a node's content represents established knowledge
* (regardless of explicit resolution). Used for routing in Phase 1.
* A kind=observation with status known is always an established observation.
*/
function isEstablished(node, resolvedIds) {
if (node.kind === "observation" && node.status === "known") return true;
// Already resolved nodes are also established (by ID or by status)
if (resolvedIds.has(node.id)) return true;
if (node.status === "resolved") return true;
return false;
}
/* ── Semantic role classification ──────────────────────────────── */
/**
* Classify a node by its semantic role in the investigation rather than its graph kind.
* Returns one of: "observation", "question", "explanation", "scaffolding", "relationship".
*
* This allows the adapter to route content based on *meaning* rather than *type*.
* A node that says "Complaints increased by 35%" is an observation regardless of kind.
* A node whose only value is describing a process or summarising the scenario is scaffolding.
*/
function classifySemanticRole(node, resolvedIds) {
var text = (node.description || node.label || "").trim().toLowerCase();
var kind = node.kind;
// If filterItem rejected it as scaffolding/internal-vocab, treat it as scaffolding here too
var filtered = filterItem(node);
if (!filtered.included) {
return "scaffolding";
}
// Check resolved/established first for semantic routing.
// A resolved unknown or assumption is still a question/explanation in origin,
// but its content is now known. We return "observation" here so that Phase 1
// routing places it in the known section rather than investigating.
if (resolvedIds && isEstablished(node, resolvedIds)) {
return kind === "relationship" ? "relationship" : "observation";
}
if (kind === "observation") return "observation";
if (kind === "unknown") return "question";
if (kind === "assumption") return "explanation";
if (kind === "relationship") return "relationship";
// kind === "state" or "metric" — need to look at content
var isConcrete = !!(
/\b\d+/.test(text) || // contains numbers
/\b(?:increased|decreased|rose|fell|changed|improved|worsened)\b/i.test(text) || // contains change language
/\b(?:per|from |to |across|during|over\s+\d)/i.test(text) || // temporal/quantitative
/\b(?:about|approximately|around|roughly|exactly)\b/i.test(text) ||
/^\d/.test(text) // starts with a digit
);
var isProcess = /describes?\s+(?:the\s+)?(?:current\s+)?(?:situation|state|scenario|problem|context)/i.test(text);
var isSummary = /^summary/i.test(text) || /^(is\s+a\s+)?(situation|case|scenario|context)\b/i.test(text);
if (isConcrete) return "observation";
if (isProcess || isSummary) return "scaffolding";
// Default: if it looks like a question or explanation from context, honour that.
if (/\?$/.test(node.label || "")) return "question";
return "scaffolding";
}
/* ── Core adapter function ─────────────────────────────────────── */
/**
@@ -134,7 +257,7 @@ export function buildFacilitatorViewModel(_ref) {
if (!edges) edges = [];
if (!selectedQuestion) selectedQuestion = null;
// ── Phase 1: Categorise all nodes ───────────────────────────
// ── Phase 1: Categorise all nodes by semantic role ──────────
var known = [];
var stillInvestigating = [];
var possibleExplanations = [];
@@ -142,14 +265,20 @@ export function buildFacilitatorViewModel(_ref) {
for (var _i = 0; _i < nodes.length; _i++) {
var node = nodes[_i];
var resolved = isResolved(node, resolvedIds);
var established = isEstablished(node, resolvedIds);
var semanticRole = classifySemanticRole(node, resolvedIds);
var displayResult = filterItem(node);
if (!displayResult.included) continue;
// Scaffold items are entirely suppressed from user-facing sections.
if (semanticRole === "scaffolding") continue;
var entry = {
text: displayResult.displayText,
normalised: normaliseText(displayResult.displayText),
kind: node.kind,
semanticRole: semanticRole,
confidence: node.confidence || null,
isResolved: resolved,
isActiveUnknown: isActiveUnknown(node, activeUnknownNodeId),
@@ -158,37 +287,28 @@ export function buildFacilitatorViewModel(_ref) {
priority: node.priority != null ? node.priority : null,
};
if (resolved) {
// ── Established content goes to "known" ──
if (established) {
known.push(entry);
continue;
}
// Unresolved content routing by kind
switch (node.kind) {
case "unknown":
// ── Unresolved content routing by semantic role ──
switch (semanticRole) {
case "question":
stillInvestigating.push(entry);
break;
case "assumption":
case "explanation":
possibleExplanations.push(entry);
break;
case "state":
case "metric":
// Unresolved states/metrics with extra content go to investigating.
if (node.description && node.description !== node.label) {
stillInvestigating.push(entry);
} else {
known.push(entry);
}
break;
case "observation":
// Unresolved observations are uncertain — put in stillInvestigating.
// Unresolved observations are uncertain — put in investigating.
stillInvestigating.push(entry);
break;
case "conclusion":
possibleExplanations.push(entry);
case "relationship":
known.push(entry);
break;
default:
// Unknown kind — treat as unresolved unknown for safety.
stillInvestigating.push(entry);
}
}
@@ -242,7 +362,8 @@ export function buildFacilitatorViewModel(_ref) {
/**
* Rank known items.
* Order: supported/resolved > high-confidence > concise > connected to active > last added.
* Order: observations > questions/resolved unknowns > explanations/resolved assumptions > relationships > other.
* Within each group: high-confidence > medium > low > concise.
*/
function rankKnown(items) {
var confidenceRank = {};
@@ -251,23 +372,34 @@ export function buildFacilitatorViewModel(_ref) {
confidenceRank["low"] = 2;
confidenceRank["null"] = 3;
var rolePriority = {};
rolePriority["observation"] = 0;
rolePriority["question"] = 1;
rolePriority["explanation"] = 2;
rolePriority["relationship"] = 3;
rolePriority["scaffolding"] = 4;
return items.slice().sort(function (a, b) {
// Known items are all resolved. Prefer observations first.
if (a.kind === "observation" && b.kind !== "observation") return -1;
if (b.kind === "observation" && a.kind !== "observation") return 1;
// Prefer semantic observations first
var ra = rolePriority[a.semanticRole] != null ? rolePriority[a.semanticRole] : 4;
var rb = rolePriority[b.semanticRole] != null ? rolePriority[b.semanticRole] : 4;
if (ra !== rb) return ra - rb;
// Then by confidence
var ca = confidenceRank[a.confidence] != null ? confidenceRank[a.confidence] : 3;
var cb = confidenceRank[b.confidence] != null ? confidenceRank[b.confidence] : 3;
if (ca !== cb) return ca - cb;
// Prefer concise items
if (a.text.length !== b.text.length) return a.text.length - b.text.length;
return 0;
});
}
/**
* Rank still-investigating items.
* Order: active unknown > selected-question target > structurally eligible/high-priority > concise > remaining.
* Order: active unknown > selected-question target > explicit priority > evidence-linked > concise > remaining.
*/
function rankUnknowns(items) {
var sqText = selectedQuestion && selectedQuestion.question ? normaliseText(selectedQuestion.question) : null;
@@ -289,8 +421,8 @@ export function buildFacilitatorViewModel(_ref) {
// Prefer items linked to supported observations (has evidenceIds)
var ae = a.evidenceIds ? a.evidenceIds.length : 0;
var be = b.evidenceIds ? b.evidenceIds.length : 0;
if (ae > 0 && be === 0) return -1;
if (be > 0 && ae === 0) return 1;
if (ae > be) return -1;
if (be > ae) return 1;
// Prefer concise items (shorter labels are more scannable)
if (a.text.length !== b.text.length) return a.text.length - b.text.length;
@@ -439,3 +571,4 @@ export function buildFacilitatorViewModel(_ref) {
}
export default buildFacilitatorViewModel;